ToxoNet: A high confidence map of protein-protein interactions in Toxoplasma gondii

被引:0
作者
Swapna, Lakshmipuram S. [1 ]
Stevens, Grant C. [1 ,2 ]
Sardinha-Silva, Aline [3 ]
Hu, Lucas Zhongming [2 ]
Brand, Verena [1 ]
Fusca, Daniel D. [1 ]
Wan, Cuihong [2 ]
Xiong, Xuejian [1 ]
Boyle, Jon P. [4 ]
Grigg, Michael E. [3 ]
Emili, Andrew [2 ,5 ]
Parkinson, John [1 ,2 ,6 ]
机构
[1] Hosp Sick Children, Program Mol Med, Toronto, ON, Canada
[2] Univ Toronto, Dept Mol Genet, Toronto, ON, Canada
[3] NIAID, Mol Parasitol Sect, Lab Parasit Dis, NIH, Bethesda, MD USA
[4] Univ Pittsburgh, Dietrich Sch Arts & Sci, Dept Biol Sci, Pittsburgh, PA USA
[5] Boston Univ, Dept Biol, Boston, MA USA
[6] Univ Toronto, Dept Biochem, Toronto, ON, Canada
基金
美国国家卫生研究院;
关键词
INTERACTION NETWORKS; GLOBAL LANDSCAPE; GENOMIC ANALYSIS; CRISPR SCREEN; DATABASE; COMPLEXES; IDENTIFICATION; CORRELATE; INVASION; INSIGHTS;
D O I
10.1371/journal.pcbi.1012208
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The apicomplexan intracellular parasite Toxoplasma gondii is a major food borne pathogen that is highly prevalent in the global population. The majority of the T. gondii proteome remains uncharacterized and the organization of proteins into complexes is unclear. To overcome this knowledge gap, we used a biochemical fractionation strategy to predict interactions by correlation profiling. To overcome the deficit of high-quality training data in non-model organisms, we complemented a supervised machine learning strategy, with an unsupervised approach, based on similarity network fusion. The resulting combined high confidence network, ToxoNet, comprises 2,063 interactions connecting 652 proteins. Clustering identifies 93 protein complexes. We identified clusters enriched in mitochondrial machinery that include previously uncharacterized proteins that likely represent novel adaptations to oxidative phosphorylation. Furthermore, complexes enriched in proteins localized to secretory organelles and the inner membrane complex, predict additional novel components representing novel targets for detailed functional characterization. We present ToxoNet as a publicly available resource with the expectation that it will help drive future hypotheses within the research community.
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页数:35
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